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Review Article
Online Published: 07 Mar 2025
 
RMJ. 2025; 50(1): 199-204


A review of advanced multi-modal image fusion techniques for brain tumor detection

Arooj Akram, Nimra Tariq, Momina Aisha, Arfan Jaffar, And Tayyaba Abbas.


Abstract
This review provides an extensive analysis of medical image fusion algorithms, categorized into four main groups: morphological methods, human value system operator-based approaches, sub-band decomposition, and neural network-based methods. The review also covers a comparative analysis of these strategies and their efficiency in brain tumor detection.
This article further examines medical imaging modalities, and related databases along with statistical outcomes. It includes a detailed discussion on imaging techniques, such as radiation-based methods, visible light microscopy, and multi-modal medical imaging.

Key words: Image fusion, multi-modality, neural networks, fuzzy logic, brain tumor. segmentation.


 
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How to Cite this Article
Pubmed Style

Akram A, Tariq N, Aisha M, Jaffar A, Abbas AT. A review of advanced multi-modal image fusion techniques for brain tumor detection . RMJ. 2025; 50(1): 199-204.

Web Style

Akram A, Tariq N, Aisha M, Jaffar A, Abbas AT. A review of advanced multi-modal image fusion techniques for brain tumor detection . https://www.rmj.org.pk/?mno=246281 [Access: March 12, 2025].

AMA (American Medical Association) Style

Akram A, Tariq N, Aisha M, Jaffar A, Abbas AT. A review of advanced multi-modal image fusion techniques for brain tumor detection . RMJ. 2025; 50(1): 199-204.


Vancouver/ICMJE Style

Akram A, Tariq N, Aisha M, Jaffar A, Abbas AT. A review of advanced multi-modal image fusion techniques for brain tumor detection . RMJ. (2025), [cited March 12, 2025]; 50(1): 199-204.


Harvard Style

Akram, A., Tariq, . N., Aisha, . M., Jaffar, . A. & Abbas, . A. T. (2025) A review of advanced multi-modal image fusion techniques for brain tumor detection . RMJ, 50 (1), 199-204.


Turabian Style

Akram, Arooj, Nimra Tariq, Momina Aisha, Arfan Jaffar, and And Tayyaba Abbas. 2025. A review of advanced multi-modal image fusion techniques for brain tumor detection . Rawal Medical Journal, 50 (1), 199-204.


Chicago Style

Akram, Arooj, Nimra Tariq, Momina Aisha, Arfan Jaffar, and And Tayyaba Abbas. "A review of advanced multi-modal image fusion techniques for brain tumor detection ." Rawal Medical Journal 50 (2025), 199-204.


MLA (The Modern Language Association) Style

Akram, Arooj, Nimra Tariq, Momina Aisha, Arfan Jaffar, and And Tayyaba Abbas. "A review of advanced multi-modal image fusion techniques for brain tumor detection ." Rawal Medical Journal 50.1 (2025), 199-204. Print.


APA (American Psychological Association) Style

Akram, A., Tariq, . N., Aisha, . M., Jaffar, . A. & Abbas, . A. T. (2025) A review of advanced multi-modal image fusion techniques for brain tumor detection . Rawal Medical Journal, 50 (1), 199-204.


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